2 papers
eess.IV2025
SpurBreast: A Curated Dataset for Investigating Spurious Correlations in Real-world Breast MRI Classification
Jong Bum Won, Wesley De Neve, Joris Vankerschaver +1
Deep neural networks (DNNs) have demonstrated remarkable success in medical imaging, yet their real-world deployment remains challenging due to spurious correlations, where models…
cs.CV2025
Evaluating Visual Explanations of Attention Maps for Transformer-based Medical Imaging
Minjae Chung, Jong Bum Won, Ganghyun Kim +2
Although Vision Transformers (ViTs) have recently demonstrated superior performance in medical imaging problems, they face explainability issues similar to previous architectures s…